Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 4605985 |
| Missing cells | 14001623 |
| Missing cells (%) | 21.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 527.1 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 6 |
ID has a high cardinality: 4605985 distinct values | High cardinality |
date has a high cardinality: 552 distinct values | High cardinality |
SKU is highly correlated with brandId and 1 other fields | High correlation |
brandId is highly correlated with SKU | High correlation |
lagerUnitQuantity is highly correlated with SKU and 1 other fields | High correlation |
countryOfOrigin is highly correlated with lagerUnitQuantity and 1 other fields | High correlation |
price is highly correlated with countryOfOrigin | High correlation |
SKU is highly correlated with lagerUnitQuantity | High correlation |
brandId is highly correlated with lagerUnitQuantity | High correlation |
lagerUnitQuantity is highly correlated with SKU and 1 other fields | High correlation |
countryOfOrigin is highly correlated with price | High correlation |
price is highly correlated with countryOfOrigin | High correlation |
lagerUnitQuantity is highly correlated with countryOfOrigin | High correlation |
countryOfOrigin is highly correlated with lagerUnitQuantity | High correlation |
Type is highly correlated with Group and 1 other fields | High correlation |
Group is highly correlated with Type and 1 other fields | High correlation |
Category is highly correlated with Type and 1 other fields | High correlation |
SKU is highly correlated with Category and 6 other fields | High correlation |
Category is highly correlated with SKU and 6 other fields | High correlation |
Type is highly correlated with SKU and 6 other fields | High correlation |
brandId is highly correlated with SKU and 6 other fields | High correlation |
lagerUnitQuantity is highly correlated with SKU and 5 other fields | High correlation |
trademark is highly correlated with SKU and 6 other fields | High correlation |
countryOfOrigin is highly correlated with SKU and 5 other fields | High correlation |
Group is highly correlated with SKU and 6 other fields | High correlation |
geoCluster is highly correlated with cityId | High correlation |
cityId is highly correlated with geoCluster | High correlation |
Category has 484142 (10.5%) missing values | Missing |
Type has 484142 (10.5%) missing values | Missing |
brandId has 1990776 (43.2%) missing values | Missing |
trademark has 1057713 (23.0%) missing values | Missing |
countryOfOrigin has 2329612 (50.6%) missing values | Missing |
price has 3827619 (83.1%) missing values | Missing |
sales has 3827619 (83.1%) missing values | Missing |
ID is uniformly distributed | Uniform |
ID has unique values | Unique |
Reproduction
| Analysis started | 2022-04-29 23:48:43.007916 |
|---|---|
| Analysis finished | 2022-04-29 23:59:47.544693 |
| Duration | 11 minutes and 4.54 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 60 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 367135.311 |
| Minimum | 24 |
|---|---|
| Maximum | 838137 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.3 MiB |
Quantile statistics
| Minimum | 24 |
|---|---|
| 5-th percentile | 1008 |
| Q1 | 39465 |
| median | 363713 |
| Q3 | 642700 |
| 95-th percentile | 819149 |
| Maximum | 838137 |
| Range | 838113 |
| Interquartile range (IQR) | 603235 |
Descriptive statistics
| Standard deviation | 300513.5005 |
|---|---|
| Coefficient of variation (CV) | 0.8185360861 |
| Kurtosis | -1.600911761 |
| Mean | 367135.311 |
| Median Absolute Deviation (MAD) | 314263 |
| Skewness | 0.1250106079 |
| Sum | 1.691019735 × 1012 |
| Variance | 9.0308364 × 1010 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32485 | 127987 | 2.8% |
| 32550 | 115534 | 2.5% |
| 32546 | 114501 | 2.5% |
| 32490 | 112642 | 2.4% |
| 819149 | 106667 | 2.3% |
| 47330 | 103272 | 2.2% |
| 144184 | 100930 | 2.2% |
| 736360 | 100523 | 2.2% |
| 787133 | 98721 | 2.1% |
| 26194 | 98387 | 2.1% |
| Other values (50) | 3526821 |
| Value | Count | Frequency (%) |
| 24 | 73388 | |
| 208 | 84022 | |
| 1008 | 78041 | |
| 16649 | 96990 | |
| 20872 | 84485 | |
| 26194 | 98387 | |
| 32485 | 127987 | |
| 32490 | 112642 | |
| 32546 | 114501 | |
| 32549 | 90627 |
| Value | Count | Frequency (%) |
| 838137 | 43229 | |
| 819150 | 97955 | |
| 819149 | 106667 | |
| 815381 | 63361 | |
| 802382 | 89149 | |
| 787133 | 98721 | |
| 782787 | 95316 | |
| 736360 | 100523 | |
| 736357 | 80129 | |
| 711838 | 85436 |
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 484142 |
| Missing (%) | 10.5% |
| Memory size | 70.3 MiB |
| Semi-hard coarse-pored cheese | |
|---|---|
| Avocado | 254592 |
| Water, sparkling | 235834 |
| Water, still | 230848 |
| Water, import, sparkling | 206376 |
| Other values (34) |
Length
| Max length | 58 |
|---|---|
| Median length | 21 |
| Mean length | 22.94336563 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pomegranate |
|---|---|
| 2nd row | Pomegranate |
| 3rd row | Pomegranate |
| 4th row | Pomegranate |
| 5th row | Pomegranate |
Common Values
| Value | Count | Frequency (%) |
| Semi-hard coarse-pored cheese | 381556 | 8.3% |
| Avocado | 254592 | 5.5% |
| Water, sparkling | 235834 | 5.1% |
| Water, still | 230848 | 5.0% |
| Water, import, sparkling | 206376 | 4.5% |
| Yoghurts | 180652 | 3.9% |
| Grapefruit | 147906 | 3.2% |
| Small fancy bread with berry stuff, own production | 142335 | 3.1% |
| Banana | 127987 | 2.8% |
| Lemon | 115534 | 2.5% |
| Other values (29) | 2098223 | |
| (Missing) | 484142 | 10.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| production | 1003719 | 7.3% |
| own | 1003719 | 7.3% |
| water | 766911 | 5.6% |
| bread | 647997 | 4.7% |
| cheese | 622851 | 4.5% |
| plain | 570528 | 4.2% |
| sparkling | 536063 | 3.9% |
| semi-hard | 528902 | 3.9% |
| in | 460838 | 3.4% |
| the | 460838 | 3.4% |
| Other values (49) | 7100746 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 484142 |
| Missing (%) | 10.5% |
| Memory size | 70.3 MiB |
| semi-hard cheese — More expensive — National — Available import | |
|---|---|
| Fancy bread — small — sweet | 214162 |
| Yoghurt — firm —plain | 180652 |
| Bread — plain — wheat | 177911 |
| Table water — PET — from 1 to 2 L — Still | 168696 |
| Other values (33) |
Length
| Max length | 63 |
|---|---|
| Median length | 28 |
| Mean length | 32.80180929 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Tropical fruit — Pomegranate— Plain |
|---|---|
| 2nd row | Tropical fruit — Pomegranate— Plain |
| 3rd row | Tropical fruit — Pomegranate— Plain |
| 4th row | Tropical fruit — Pomegranate— Plain |
| 5th row | Tropical fruit — Pomegranate— Plain |
Common Values
| Value | Count | Frequency (%) |
| semi-hard cheese — More expensive — National — Available import | 436688 | 9.5% |
| Fancy bread — small — sweet | 214162 | 4.6% |
| Yoghurt — firm —plain | 180652 | 3.9% |
| Bread — plain — wheat | 177911 | 3.9% |
| Table water — PET — from 1 to 2 L — Still | 168696 | 3.7% |
| Therapeutic-table water — PET — from 1 to 2 L | 168507 | 3.7% |
| Baguette loaf — plain | 158793 | 3.4% |
| Tropical fruit — Avocado — Ready to Eat | 141950 | 3.1% |
| Bread — flavored | 140966 | 3.1% |
| Therapeutic-table water — Import — PET | 128335 | 2.8% |
| Other values (28) | 2205183 | |
| (Missing) | 484142 | 10.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| — | 7426274 | |
| plain | 1171483 | 4.4% |
| fruit | 1052589 | 4.0% |
| bread | 825362 | 3.1% |
| water | 766911 | 2.9% |
| import | 737013 | 2.8% |
| to | 721031 | 2.7% |
| pet | 688870 | 2.6% |
| cheese | 622851 | 2.3% |
| more | 592789 | 2.2% |
| Other values (64) | 12031684 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1990776 |
| Missing (%) | 43.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3663.891803 |
| Minimum | 967 |
|---|---|
| Maximum | 8314 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.3 MiB |
Quantile statistics
| Minimum | 967 |
|---|---|
| 5-th percentile | 1241 |
| Q1 | 1330 |
| median | 2737 |
| Q3 | 7358 |
| 95-th percentile | 8276 |
| Maximum | 8314 |
| Range | 7347 |
| Interquartile range (IQR) | 6028 |
Descriptive statistics
| Standard deviation | 2626.027328 |
|---|---|
| Coefficient of variation (CV) | 0.7167316802 |
| Kurtosis | -0.8912058651 |
| Mean | 3663.891803 |
| Median Absolute Deviation (MAD) | 1407 |
| Skewness | 0.8785632628 |
| Sum | 9581842817 |
| Variance | 6896019.525 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 2737 | 792182 | 17.2% |
| 1241 | 413215 | 9.0% |
| 7358 | 204622 | 4.4% |
| 1330 | 201185 | 4.4% |
| 8276 | 180652 | 3.9% |
| 8274 | 158221 | 3.4% |
| 1594 | 95316 | 2.1% |
| 967 | 95055 | 2.1% |
| 7418 | 92214 | 2.0% |
| 3784 | 89149 | 1.9% |
| Other values (4) | 293398 | 6.4% |
| (Missing) | 1990776 |
| Value | Count | Frequency (%) |
| 967 | 95055 | 2.1% |
| 1241 | 413215 | |
| 1330 | 201185 | 4.4% |
| 1594 | 95316 | 2.1% |
| 2313 | 80698 | 1.8% |
| 2693 | 84485 | 1.8% |
| 2724 | 75479 | 1.6% |
| 2737 | 792182 | |
| 3784 | 89149 | 1.9% |
| 7358 | 204622 | 4.4% |
| Value | Count | Frequency (%) |
| 8314 | 52736 | 1.1% |
| 8276 | 180652 | 3.9% |
| 8274 | 158221 | 3.4% |
| 7418 | 92214 | 2.0% |
| 7358 | 204622 | 4.4% |
| 3784 | 89149 | 1.9% |
| 2737 | 792182 | |
| 2724 | 75479 | 1.6% |
| 2693 | 84485 | 1.8% |
| 2313 | 80698 | 1.8% |
lagerUnitQuantity
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.6666998 |
| Minimum | 0.5 |
|---|---|
| Maximum | 550 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.3 MiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1.5 |
| Q3 | 300 |
| 95-th percentile | 400 |
| Maximum | 550 |
| Range | 549.5 |
| Interquartile range (IQR) | 299 |
Descriptive statistics
| Standard deviation | 160.2828934 |
|---|---|
| Coefficient of variation (CV) | 1.38573067 |
| Kurtosis | -0.7569635804 |
| Mean | 115.6666998 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 0.9306525846 |
| Sum | 532759084.2 |
| Variance | 25690.60591 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 1 | 1927060 | |
| 350 | 575046 | 12.5% |
| 1.5 | 359350 | 7.8% |
| 2 | 237754 | 5.2% |
| 400 | 209846 | 4.6% |
| 300 | 208752 | 4.5% |
| 70 | 141502 | 3.1% |
| 250 | 127826 | 2.8% |
| 305 | 95055 | 2.1% |
| 340 | 82448 | 1.8% |
| Other values (10) | 641346 | 13.9% |
| Value | Count | Frequency (%) |
| 0.5 | 78041 | 1.7% |
| 0.75 | 60309 | 1.3% |
| 1 | 1927060 | |
| 1.5 | 359350 | 7.8% |
| 2 | 237754 | 5.2% |
| 6 | 62152 | 1.3% |
| 28 | 75479 | 1.6% |
| 50 | 52736 | 1.1% |
| 70 | 141502 | 3.1% |
| 80 | 67629 | 1.5% |
| Value | Count | Frequency (%) |
| 550 | 43946 | 1.0% |
| 500 | 48529 | 1.1% |
| 400 | 209846 | 4.6% |
| 350 | 575046 | |
| 340 | 82448 | 1.8% |
| 305 | 95055 | 2.1% |
| 300 | 208752 | 4.5% |
| 250 | 127826 | 2.8% |
| 200 | 71827 | 1.6% |
| 120 | 80698 | 1.8% |
| Distinct | 23 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1057713 |
| Missing (%) | 23.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6290.387812 |
| Minimum | 297 |
|---|---|
| Maximum | 15156 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.3 MiB |
Quantile statistics
| Minimum | 297 |
|---|---|
| 5-th percentile | 1037 |
| Q1 | 1921 |
| median | 5070 |
| Q3 | 9666 |
| 95-th percentile | 15156 |
| Maximum | 15156 |
| Range | 14859 |
| Interquartile range (IQR) | 7745 |
Descriptive statistics
| Standard deviation | 4434.391018 |
|---|---|
| Coefficient of variation (CV) | 0.7049471592 |
| Kurtosis | -0.8683282276 |
| Mean | 6290.387812 |
| Median Absolute Deviation (MAD) | 3897 |
| Skewness | 0.4643881015 |
| Sum | 2.232000694 × 1010 |
| Variance | 19663823.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 9666 | 743919 | |
| 15156 | 324328 | 7.0% |
| 6133 | 204622 | 4.4% |
| 2781 | 201185 | 4.4% |
| 9974 | 193519 | 4.2% |
| 1323 | 190843 | 4.1% |
| 5070 | 180652 | 3.9% |
| 1037 | 140452 | 3.0% |
| 4970 | 138350 | 3.0% |
| 297 | 103272 | 2.2% |
| Other values (13) | 1127130 | |
| (Missing) | 1057713 |
| Value | Count | Frequency (%) |
| 297 | 103272 | |
| 1037 | 140452 | |
| 1120 | 95055 | |
| 1173 | 95316 | |
| 1192 | 92214 | |
| 1323 | 190843 | |
| 1835 | 75479 | 1.6% |
| 1839 | 68026 | 1.5% |
| 1921 | 80698 | |
| 2781 | 201185 |
| Value | Count | Frequency (%) |
| 15156 | 324328 | |
| 11960 | 94577 | 2.1% |
| 9974 | 193519 | 4.2% |
| 9666 | 743919 | |
| 8802 | 93949 | 2.0% |
| 6133 | 204622 | 4.4% |
| 5070 | 180652 | 3.9% |
| 4970 | 138350 | 3.0% |
| 4891 | 98387 | 2.1% |
| 4384 | 84485 | 1.8% |
countryOfOrigin
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2329612 |
| Missing (%) | 50.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.333039884 |
| Minimum | 1 |
|---|---|
| Maximum | 37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.3 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 14 |
| 95-th percentile | 33 |
| Maximum | 37 |
| Range | 36 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 10.0943899 |
|---|---|
| Coefficient of variation (CV) | 1.376562798 |
| Kurtosis | 1.641600802 |
| Mean | 7.333039884 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.606336295 |
| Sum | 16692734 |
| Variance | 101.8967075 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 1 | 1429345 | |
| 16 | 296236 | 6.4% |
| 14 | 206376 | 4.5% |
| 6 | 146685 | 3.2% |
| 33 | 140452 | 3.0% |
| 37 | 57279 | 1.2% |
| (Missing) | 2329612 |
| Value | Count | Frequency (%) |
| 1 | 1429345 | |
| 6 | 146685 | 3.2% |
| 14 | 206376 | 4.5% |
| 16 | 296236 | 6.4% |
| 33 | 140452 | 3.0% |
| 37 | 57279 | 1.2% |
| Value | Count | Frequency (%) |
| 37 | 57279 | 1.2% |
| 33 | 140452 | 3.0% |
| 16 | 296236 | 6.4% |
| 14 | 206376 | 4.5% |
| 6 | 146685 | 3.2% |
| 1 | 1429345 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 70.3 MiB |
| Bakery | |
|---|---|
| Tropical fruits | |
| Yogurts | |
| Mineral water | |
| Cheese |
Length
| Max length | 15 |
|---|---|
| Median length | 7 |
| Mean length | 9.650583317 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Tropical fruits |
|---|---|
| 2nd row | Tropical fruits |
| 3rd row | Tropical fruits |
| 4th row | Tropical fruits |
| 5th row | Tropical fruits |
Common Values
| Value | Count | Frequency (%) |
| Bakery | 1214676 | |
| Tropical fruits | 1180576 | |
| Yogurts | 820971 | |
| Mineral water | 766911 | |
| Cheese | 622851 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| bakery | 1214676 | |
| fruits | 1180576 | |
| tropical | 1180576 | |
| yogurts | 820971 | |
| water | 766911 | |
| mineral | 766911 | |
| cheese | 622851 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 446 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2220.030811 |
| Minimum | 92 |
|---|---|
| Maximum | 3230 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.3 MiB |
Quantile statistics
| Minimum | 92 |
|---|---|
| 5-th percentile | 1998 |
| Q1 | 2049 |
| median | 2158 |
| Q3 | 2269 |
| 95-th percentile | 2735 |
| Maximum | 3230 |
| Range | 3138 |
| Interquartile range (IQR) | 220 |
Descriptive statistics
| Standard deviation | 245.9249253 |
|---|---|
| Coefficient of variation (CV) | 0.110775456 |
| Kurtosis | 6.275564569 |
| Mean | 2220.030811 |
| Median Absolute Deviation (MAD) | 110 |
| Skewness | 0.5653726135 |
| Sum | 1.022542861 × 1010 |
| Variance | 60479.06888 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2043 | 26383 | 0.6% |
| 2022 | 26076 | 0.6% |
| 1935 | 25763 | 0.6% |
| 2069 | 25680 | 0.6% |
| 2580 | 25634 | 0.6% |
| 1998 | 25391 | 0.6% |
| 2064 | 25256 | 0.5% |
| 2049 | 25201 | 0.5% |
| 1991 | 25131 | 0.5% |
| 2060 | 24772 | 0.5% |
| Other values (436) | 4350698 |
| Value | Count | Frequency (%) |
| 92 | 37 | < 0.1% |
| 112 | 149 | < 0.1% |
| 113 | 2 | < 0.1% |
| 117 | 62 | < 0.1% |
| 131 | 105 | < 0.1% |
| 148 | 1132 | |
| 162 | 12 | < 0.1% |
| 189 | 239 | < 0.1% |
| 199 | 48 | < 0.1% |
| 260 | 203 | < 0.1% |
| Value | Count | Frequency (%) |
| 3230 | 221 | < 0.1% |
| 3209 | 4332 | |
| 3196 | 29 | < 0.1% |
| 3179 | 33 | < 0.1% |
| 3177 | 51 | < 0.1% |
| 3175 | 2 | < 0.1% |
| 3172 | 46 | < 0.1% |
| 3168 | 1215 | < 0.1% |
| 3166 | 13 | < 0.1% |
| 3164 | 17 | < 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 70.3 MiB |
| 0 | |
|---|---|
| 1 | 7456 |
| 25 | 66 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.000014329 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4598463 | |
| 1 | 7456 | 0.2% |
| 25 | 66 | < 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 4598463 | |
| 1 | 7456 | 0.2% |
| 25 | 66 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 4605985 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 70.3 MiB |
| RR34354985 | 1 |
|---|---|
| RR54855593 | 1 |
| RR44792073 | 1 |
| RR34027726 | 1 |
| RR42724877 | 1 |
| Other values (4605980) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 4605985 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | RR27958444 |
|---|---|
| 2nd row | RR27958445 |
| 3rd row | RR27958446 |
| 4th row | RR27958447 |
| 5th row | RR27958448 |
Common Values
| Value | Count | Frequency (%) |
| RR34354985 | 1 | < 0.1% |
| RR54855593 | 1 | < 0.1% |
| RR44792073 | 1 | < 0.1% |
| RR34027726 | 1 | < 0.1% |
| RR42724877 | 1 | < 0.1% |
| RR46125685 | 1 | < 0.1% |
| RR29087373 | 1 | < 0.1% |
| RR52608169 | 1 | < 0.1% |
| RR51017088 | 1 | < 0.1% |
| RR52497504 | 1 | < 0.1% |
| Other values (4605975) | 4605975 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| rr52245514 | 1 | < 0.1% |
| rr28239098 | 1 | < 0.1% |
| rr29047979 | 1 | < 0.1% |
| rr34228419 | 1 | < 0.1% |
| rr30663627 | 1 | < 0.1% |
| rr51844155 | 1 | < 0.1% |
| rr36366175 | 1 | < 0.1% |
| rr44667992 | 1 | < 0.1% |
| rr44989915 | 1 | < 0.1% |
| rr52591939 | 1 | < 0.1% |
| Other values (4605975) | 4605975 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 552 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 70.3 MiB |
| 2021-07-05 | 14361 |
|---|---|
| 2021-07-04 | 14347 |
| 2021-07-03 | 14336 |
| 2021-07-02 | 14318 |
| 2021-07-01 | 14291 |
| Other values (547) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2021-03-03 |
|---|---|
| 2nd row | 2021-03-04 |
| 3rd row | 2021-03-05 |
| 4th row | 2021-03-06 |
| 5th row | 2021-03-07 |
Common Values
| Value | Count | Frequency (%) |
| 2021-07-05 | 14361 | 0.3% |
| 2021-07-04 | 14347 | 0.3% |
| 2021-07-03 | 14336 | 0.3% |
| 2021-07-02 | 14318 | 0.3% |
| 2021-07-01 | 14291 | 0.3% |
| 2021-06-30 | 14260 | 0.3% |
| 2021-06-29 | 14227 | 0.3% |
| 2021-06-28 | 14205 | 0.3% |
| 2021-06-27 | 14192 | 0.3% |
| 2021-06-26 | 14180 | 0.3% |
| Other values (542) | 4463268 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2021-07-05 | 14361 | 0.3% |
| 2021-07-04 | 14347 | 0.3% |
| 2021-07-03 | 14336 | 0.3% |
| 2021-07-02 | 14318 | 0.3% |
| 2021-07-01 | 14291 | 0.3% |
| 2021-06-30 | 14260 | 0.3% |
| 2021-06-29 | 14227 | 0.3% |
| 2021-06-28 | 14205 | 0.3% |
| 2021-06-27 | 14192 | 0.3% |
| 2021-06-26 | 14180 | 0.3% |
| Other values (542) | 4463268 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1967 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 3827619 |
| Missing (%) | 83.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.4906662 |
| Minimum | 0 |
|---|---|
| Maximum | 7246.89 |
| Zeros | 655 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.69 |
| Q1 | 24.19 |
| median | 38.49 |
| Q3 | 61.89 |
| 95-th percentile | 282.69 |
| Maximum | 7246.89 |
| Range | 7246.89 |
| Interquartile range (IQR) | 37.7 |
Descriptive statistics
| Standard deviation | 85.63161109 |
|---|---|
| Coefficient of variation (CV) | 1.268791907 |
| Kurtosis | 100.9603377 |
| Mean | 67.4906662 |
| Median Absolute Deviation (MAD) | 17.4 |
| Skewness | 3.835564146 |
| Sum | 52532439.89 |
| Variance | 7332.772818 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28.49 | 30740 | 0.7% |
| 38.39 | 18033 | 0.4% |
| 36.99 | 16637 | 0.4% |
| 17.09 | 15681 | 0.3% |
| 42.69 | 15442 | 0.3% |
| 27.09 | 14784 | 0.3% |
| 19.99 | 14006 | 0.3% |
| 18.79 | 13968 | 0.3% |
| 35.59 | 13946 | 0.3% |
| 424.69 | 12444 | 0.3% |
| Other values (1957) | 612685 | 13.3% |
| (Missing) | 3827619 |
| Value | Count | Frequency (%) |
| 0 | 655 | |
| 0.09 | 14 | < 0.1% |
| 0.19 | 6 | < 0.1% |
| 0.99 | 1 | < 0.1% |
| 1.09 | 2 | < 0.1% |
| 2.79 | 4 | < 0.1% |
| 2.89 | 1 | < 0.1% |
| 3.29 | 1 | < 0.1% |
| 3.69 | 2 | < 0.1% |
| 3.79 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 7246.89 | 1 | |
| 6049.29 | 1 | |
| 1817.69 | 1 | |
| 1675.69 | 1 | |
| 1585.79 | 1 | |
| 1060.39 | 1 | |
| 908.89 | 1 | |
| 639.09 | 1 | |
| 511.29 | 1 | |
| 482.89 | 1 |
| Distinct | 840 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 3827619 |
| Missing (%) | 83.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.593747787 |
| Minimum | 0.001 |
|---|---|
| Maximum | 801 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.3 MiB |
Quantile statistics
| Minimum | 0.001 |
|---|---|
| 5-th percentile | 0.4 |
| Q1 | 1 |
| median | 2.5 |
| Q3 | 4 |
| 95-th percentile | 10.2 |
| Maximum | 801 |
| Range | 800.999 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 4.627157516 |
|---|---|
| Coefficient of variation (CV) | 1.287557667 |
| Kurtosis | 1492.570332 |
| Mean | 3.593747787 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 15.01689529 |
| Sum | 2797251.09 |
| Variance | 21.41058667 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 127192 | 2.8% |
| 3 | 107036 | 2.3% |
| 1 | 85388 | 1.9% |
| 4 | 71411 | 1.6% |
| 5 | 42861 | 0.9% |
| 6 | 28168 | 0.6% |
| 0.5 | 23221 | 0.5% |
| 0.4 | 22514 | 0.5% |
| 0.3 | 21828 | 0.5% |
| 7 | 18382 | 0.4% |
| Other values (830) | 230365 | 5.0% |
| (Missing) | 3827619 |
| Value | Count | Frequency (%) |
| 0.001 | 11 | < 0.1% |
| 0.008 | 1 | < 0.1% |
| 0.037 | 1 | < 0.1% |
| 0.07 | 1 | < 0.1% |
| 0.078 | 1 | < 0.1% |
| 0.086 | 1 | < 0.1% |
| 0.091 | 1 | < 0.1% |
| 0.1 | 3765 | |
| 0.101 | 3 | < 0.1% |
| 0.104 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 801 | 1 | |
| 489 | 1 | |
| 421 | 1 | |
| 309.4 | 1 | |
| 302 | 1 | |
| 243 | 1 | |
| 220.79 | 1 | |
| 217.5 | 1 | |
| 170 | 1 | |
| 158 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| SKU | Category | Type | brandId | lagerUnitQuantity | trademark | countryOfOrigin | Group | geoCluster | cityId | ID | date | price | sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24 | Pomegranate | Tropical fruit — Pomegranate— Plain | NaN | 1.0 | NaN | NaN | Tropical fruits | 323 | 1 | RR27958444 | 2021-03-03 | 79.49 | 0.4 |
| 1 | 24 | Pomegranate | Tropical fruit — Pomegranate— Plain | NaN | 1.0 | NaN | NaN | Tropical fruits | 323 | 1 | RR27958445 | 2021-03-04 | NaN | NaN |
| 2 | 24 | Pomegranate | Tropical fruit — Pomegranate— Plain | NaN | 1.0 | NaN | NaN | Tropical fruits | 323 | 1 | RR27958446 | 2021-03-05 | NaN | NaN |
| 3 | 24 | Pomegranate | Tropical fruit — Pomegranate— Plain | NaN | 1.0 | NaN | NaN | Tropical fruits | 323 | 1 | RR27958447 | 2021-03-06 | NaN | NaN |
| 4 | 24 | Pomegranate | Tropical fruit — Pomegranate— Plain | NaN | 1.0 | NaN | NaN | Tropical fruits | 323 | 1 | RR27958448 | 2021-03-07 | NaN | NaN |
| 5 | 24 | Pomegranate | Tropical fruit — Pomegranate— Plain | NaN | 1.0 | NaN | NaN | Tropical fruits | 323 | 1 | RR27958449 | 2021-03-08 | NaN | NaN |
| 6 | 24 | Pomegranate | Tropical fruit — Pomegranate— Plain | NaN | 1.0 | NaN | NaN | Tropical fruits | 323 | 1 | RR27958450 | 2021-03-09 | NaN | NaN |
| 7 | 24 | Pomegranate | Tropical fruit — Pomegranate— Plain | NaN | 1.0 | NaN | NaN | Tropical fruits | 323 | 1 | RR27958451 | 2021-03-10 | NaN | NaN |
| 8 | 24 | Pomegranate | Tropical fruit — Pomegranate— Plain | NaN | 1.0 | NaN | NaN | Tropical fruits | 323 | 1 | RR27958452 | 2021-03-11 | NaN | NaN |
| 9 | 24 | Pomegranate | Tropical fruit — Pomegranate— Plain | NaN | 1.0 | NaN | NaN | Tropical fruits | 323 | 1 | RR27958453 | 2021-03-12 | NaN | NaN |
Last rows
| SKU | Category | Type | brandId | lagerUnitQuantity | trademark | countryOfOrigin | Group | geoCluster | cityId | ID | date | price | sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4605975 | 838137 | Avocado | Tropical fruit — Avocado — Ready to Eat | NaN | 1.0 | 9666.0 | NaN | Tropical fruits | 3209 | 0 | RR31318819 | 2021-07-02 | 39.79 | 10.0 |
| 4605976 | 838137 | Avocado | Tropical fruit — Avocado — Ready to Eat | NaN | 1.0 | 9666.0 | NaN | Tropical fruits | 3209 | 0 | RR31318820 | 2021-07-03 | 39.79 | 7.0 |
| 4605977 | 838137 | Avocado | Tropical fruit — Avocado — Ready to Eat | NaN | 1.0 | 9666.0 | NaN | Tropical fruits | 3209 | 0 | RR31318821 | 2021-07-04 | 39.79 | 10.0 |
| 4605978 | 838137 | Avocado | Tropical fruit — Avocado — Ready to Eat | NaN | 1.0 | 9666.0 | NaN | Tropical fruits | 3209 | 0 | RR31318822 | 2021-07-05 | 39.79 | 3.0 |
| 4605979 | 838137 | Avocado | Tropical fruit — Avocado — Ready to Eat | NaN | 1.0 | 9666.0 | NaN | Tropical fruits | 3230 | 0 | RR31319304 | 2021-06-30 | 39.79 | 4.0 |
| 4605980 | 838137 | Avocado | Tropical fruit — Avocado — Ready to Eat | NaN | 1.0 | 9666.0 | NaN | Tropical fruits | 3230 | 0 | RR31319305 | 2021-07-01 | 39.79 | 7.0 |
| 4605981 | 838137 | Avocado | Tropical fruit — Avocado — Ready to Eat | NaN | 1.0 | 9666.0 | NaN | Tropical fruits | 3230 | 0 | RR31319306 | 2021-07-02 | 39.79 | 6.0 |
| 4605982 | 838137 | Avocado | Tropical fruit — Avocado — Ready to Eat | NaN | 1.0 | 9666.0 | NaN | Tropical fruits | 3230 | 0 | RR31319307 | 2021-07-03 | 39.79 | 21.0 |
| 4605983 | 838137 | Avocado | Tropical fruit — Avocado — Ready to Eat | NaN | 1.0 | 9666.0 | NaN | Tropical fruits | 3230 | 0 | RR31319308 | 2021-07-04 | 39.39 | 20.0 |
| 4605984 | 838137 | Avocado | Tropical fruit — Avocado — Ready to Eat | NaN | 1.0 | 9666.0 | NaN | Tropical fruits | 3230 | 0 | RR31319309 | 2021-07-05 | 38.69 | 8.0 |